Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 2215 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 259.7 KiB |
| Average record size in memory | 120.1 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 4 |
Income is highly correlated with Spending and 6 other fields | High correlation |
Spending is highly correlated with Income and 6 other fields | High correlation |
Wines is highly correlated with Income and 6 other fields | High correlation |
Fruits is highly correlated with Income and 6 other fields | High correlation |
Meat is highly correlated with Income and 6 other fields | High correlation |
Fish is highly correlated with Income and 6 other fields | High correlation |
Sweets is highly correlated with Income and 6 other fields | High correlation |
Gold is highly correlated with Income and 6 other fields | High correlation |
Income is highly correlated with Spending and 5 other fields | High correlation |
Spending is highly correlated with Income and 6 other fields | High correlation |
Wines is highly correlated with Income and 2 other fields | High correlation |
Fruits is highly correlated with Income and 4 other fields | High correlation |
Meat is highly correlated with Income and 5 other fields | High correlation |
Fish is highly correlated with Income and 4 other fields | High correlation |
Sweets is highly correlated with Income and 4 other fields | High correlation |
Gold is highly correlated with Spending | High correlation |
Income is highly correlated with Spending and 2 other fields | High correlation |
Spending is highly correlated with Income and 5 other fields | High correlation |
Wines is highly correlated with Income and 2 other fields | High correlation |
Fruits is highly correlated with Spending and 3 other fields | High correlation |
Meat is highly correlated with Income and 5 other fields | High correlation |
Fish is highly correlated with Spending and 3 other fields | High correlation |
Sweets is highly correlated with Fruits and 2 other fields | High correlation |
Gold is highly correlated with Spending | High correlation |
Children is highly correlated with Has_child | High correlation |
Has_child is highly correlated with Children | High correlation |
Income is highly correlated with Spending and 5 other fields | High correlation |
Spending is highly correlated with Income and 7 other fields | High correlation |
Has_child is highly correlated with Income and 5 other fields | High correlation |
Children is highly correlated with Income and 2 other fields | High correlation |
Wines is highly correlated with Income and 4 other fields | High correlation |
Fruits is highly correlated with Spending and 4 other fields | High correlation |
Meat is highly correlated with Income and 3 other fields | High correlation |
Fish is highly correlated with Spending and 6 other fields | High correlation |
Sweets is highly correlated with Income and 2 other fields | High correlation |
Gold is highly correlated with Spending and 2 other fields | High correlation |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
Fruits has 395 (17.8%) zeros | Zeros |
Fish has 379 (17.1%) zeros | Zeros |
Sweets has 413 (18.6%) zeros | Zeros |
Gold has 61 (2.8%) zeros | Zeros |
Reproduction
| Analysis started | 2022-05-29 11:34:41.772973 |
|---|---|
| Analysis finished | 2022-05-29 11:34:58.511845 |
| Duration | 16.74 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 2215 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1121.365688 |
| Minimum | 0 |
|---|---|
| Maximum | 2239 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 119.7 |
| Q1 | 566.5 |
| median | 1120 |
| Q3 | 1677.5 |
| 95-th percentile | 2126.3 |
| Maximum | 2239 |
| Range | 2239 |
| Interquartile range (IQR) | 1111 |
Descriptive statistics
| Standard deviation | 642.8756364 |
|---|---|
| Coefficient of variation (CV) | 0.5732970458 |
| Kurtosis | -1.193932254 |
| Mean | 1121.365688 |
| Median Absolute Deviation (MAD) | 556 |
| Skewness | 0.0009928310651 |
| Sum | 2483825 |
| Variance | 413289.0839 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1496 | 1 | < 0.1% |
| 1490 | 1 | < 0.1% |
| 1491 | 1 | < 0.1% |
| 1492 | 1 | < 0.1% |
| 1493 | 1 | < 0.1% |
| 1494 | 1 | < 0.1% |
| 1495 | 1 | < 0.1% |
| 1497 | 1 | < 0.1% |
| 1505 | 1 | < 0.1% |
| Other values (2205) | 2205 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 2239 | 1 | |
| 2238 | 1 | |
| 2237 | 1 | |
| 2236 | 1 | |
| 2235 | 1 | |
| 2234 | 1 | |
| 2232 | 1 | |
| 2231 | 1 | |
| 2230 | 1 | |
| 2229 | 1 |
Age
Real number (ℝ≥0)
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.18329571 |
| Minimum | 26 |
|---|---|
| Maximum | 129 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 45 |
| median | 52 |
| Q3 | 63 |
| 95-th percentile | 72 |
| Maximum | 129 |
| Range | 103 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.98699954 |
|---|---|
| Coefficient of variation (CV) | 0.2253903107 |
| Kurtosis | 0.7340235972 |
| Mean | 53.18329571 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.3529119716 |
| Sum | 117801 |
| Variance | 143.6881581 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 46 | 89 | 4.0% |
| 51 | 86 | 3.9% |
| 47 | 83 | 3.7% |
| 50 | 78 | 3.5% |
| 44 | 76 | 3.4% |
| 52 | 75 | 3.4% |
| 57 | 74 | 3.3% |
| 49 | 72 | 3.3% |
| 53 | 70 | 3.2% |
| 48 | 69 | 3.1% |
| Other values (49) | 1443 |
| Value | Count | Frequency (%) |
| 26 | 2 | 0.1% |
| 27 | 5 | 0.2% |
| 28 | 3 | 0.1% |
| 29 | 5 | 0.2% |
| 30 | 13 | |
| 31 | 15 | |
| 32 | 18 | |
| 33 | 29 | |
| 34 | 29 | |
| 35 | 27 |
| Value | Count | Frequency (%) |
| 129 | 1 | < 0.1% |
| 123 | 1 | < 0.1% |
| 122 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 79 | 6 | 0.3% |
| 78 | 7 | |
| 77 | 8 | |
| 76 | 16 | |
| 75 | 16 |
Education
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| Postgraduate | |
|---|---|
| Undergraduate |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 12.11467269 |
| Min length | 12 |
Characters and Unicode
| Total characters | 26834 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Postgraduate |
|---|---|
| 2nd row | Postgraduate |
| 3rd row | Postgraduate |
| 4th row | Postgraduate |
| 5th row | Postgraduate |
Common Values
| Value | Count | Frequency (%) |
| Postgraduate | 1961 | |
| Undergraduate | 254 | 11.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| postgraduate | 1961 | |
| undergraduate | 254 | 11.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4430 | |
| t | 4176 | |
| r | 2469 | |
| d | 2469 | |
| e | 2469 | |
| g | 2215 | |
| u | 2215 | |
| P | 1961 | |
| o | 1961 | |
| s | 1961 | |
| Other values (2) | 508 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 24619 | |
| Uppercase Letter | 2215 | 8.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 4430 | |
| t | 4176 | |
| r | 2469 | |
| d | 2469 | |
| e | 2469 | |
| g | 2215 | |
| u | 2215 | |
| o | 1961 | |
| s | 1961 | |
| n | 254 | 1.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 1961 | |
| U | 254 | 11.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 26834 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 4430 | |
| t | 4176 | |
| r | 2469 | |
| d | 2469 | |
| e | 2469 | |
| g | 2215 | |
| u | 2215 | |
| P | 1961 | |
| o | 1961 | |
| s | 1961 | |
| Other values (2) | 508 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26834 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 4430 | |
| t | 4176 | |
| r | 2469 | |
| d | 2469 | |
| e | 2469 | |
| g | 2215 | |
| u | 2215 | |
| P | 1961 | |
| o | 1961 | |
| s | 1961 | |
| Other values (2) | 508 | 1.9% |
Marital_Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| In couple | |
|---|---|
| Alone |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 7.580586907 |
| Min length | 5 |
Characters and Unicode
| Total characters | 16791 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Alone |
|---|---|
| 2nd row | Alone |
| 3rd row | In couple |
| 4th row | In couple |
| 5th row | In couple |
Common Values
| Value | Count | Frequency (%) |
| In couple | 1429 | |
| Alone | 786 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| in | 1429 | |
| couple | 1429 | |
| alone | 786 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 2215 | |
| o | 2215 | |
| l | 2215 | |
| e | 2215 | |
| I | 1429 | |
| 1429 | ||
| c | 1429 | |
| u | 1429 | |
| p | 1429 | |
| A | 786 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13147 | |
| Uppercase Letter | 2215 | 13.2% |
| Space Separator | 1429 | 8.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 2215 | |
| o | 2215 | |
| l | 2215 | |
| e | 2215 | |
| c | 1429 | |
| u | 1429 | |
| p | 1429 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 1429 | |
| A | 786 |
Space Separator
| Value | Count | Frequency (%) |
| 1429 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 15362 | |
| Common | 1429 | 8.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 2215 | |
| o | 2215 | |
| l | 2215 | |
| e | 2215 | |
| I | 1429 | |
| c | 1429 | |
| u | 1429 | |
| p | 1429 | |
| A | 786 | 5.1% |
Common
| Value | Count | Frequency (%) |
| 1429 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16791 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 2215 | |
| o | 2215 | |
| l | 2215 | |
| e | 2215 | |
| I | 1429 | |
| 1429 | ||
| c | 1429 | |
| u | 1429 | |
| p | 1429 | |
| A | 786 | 4.7% |
| Distinct | 1973 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51969.8614 |
| Minimum | 1730 |
|---|---|
| Maximum | 162397 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 1730 |
|---|---|
| 5-th percentile | 18985 |
| Q1 | 35284 |
| median | 51373 |
| Q3 | 68487 |
| 95-th percentile | 83977 |
| Maximum | 162397 |
| Range | 160667 |
| Interquartile range (IQR) | 33203 |
Descriptive statistics
| Standard deviation | 21526.32009 |
|---|---|
| Coefficient of variation (CV) | 0.4142077642 |
| Kurtosis | 0.7135488169 |
| Mean | 51969.8614 |
| Median Absolute Deviation (MAD) | 16549 |
| Skewness | 0.3473496759 |
| Sum | 115113243 |
| Variance | 463382456.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7500 | 12 | 0.5% |
| 35860 | 4 | 0.2% |
| 46098 | 3 | 0.1% |
| 37760 | 3 | 0.1% |
| 18929 | 3 | 0.1% |
| 47025 | 3 | 0.1% |
| 18690 | 3 | 0.1% |
| 34176 | 3 | 0.1% |
| 67445 | 3 | 0.1% |
| 83844 | 3 | 0.1% |
| Other values (1963) | 2175 |
| Value | Count | Frequency (%) |
| 1730 | 1 | |
| 2447 | 1 | |
| 3502 | 1 | |
| 4023 | 1 | |
| 4428 | 1 | |
| 4861 | 1 | |
| 5305 | 1 | |
| 5648 | 1 | |
| 6560 | 1 | |
| 6835 | 1 |
| Value | Count | Frequency (%) |
| 162397 | 1 | |
| 160803 | 1 | |
| 157733 | 1 | |
| 157243 | 1 | |
| 157146 | 1 | |
| 156924 | 1 | |
| 153924 | 1 | |
| 113734 | 1 | |
| 105471 | 1 | |
| 102692 | 1 |
| Distinct | 1047 |
|---|---|
| Distinct (%) | 47.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 607.3214447 |
| Minimum | 5 |
|---|---|
| Maximum | 2525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 69 |
| median | 397 |
| Q3 | 1048 |
| 95-th percentile | 1778.3 |
| Maximum | 2525 |
| Range | 2520 |
| Interquartile range (IQR) | 979 |
Descriptive statistics
| Standard deviation | 602.925291 |
|---|---|
| Coefficient of variation (CV) | 0.9927614055 |
| Kurtosis | -0.3474766422 |
| Mean | 607.3214447 |
| Median Absolute Deviation (MAD) | 354 |
| Skewness | 0.857445198 |
| Sum | 1345217 |
| Variance | 363518.9066 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22 | 18 | 0.8% |
| 46 | 18 | 0.8% |
| 57 | 16 | 0.7% |
| 55 | 15 | 0.7% |
| 44 | 15 | 0.7% |
| 38 | 14 | 0.6% |
| 37 | 14 | 0.6% |
| 43 | 14 | 0.6% |
| 20 | 14 | 0.6% |
| 48 | 14 | 0.6% |
| Other values (1037) | 2063 |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 6 | 2 | 0.1% |
| 8 | 4 | 0.2% |
| 9 | 2 | 0.1% |
| 10 | 5 | |
| 11 | 5 | |
| 12 | 2 | 0.1% |
| 13 | 6 | |
| 14 | 3 | 0.1% |
| 15 | 10 |
| Value | Count | Frequency (%) |
| 2525 | 2 | |
| 2524 | 1 | |
| 2486 | 1 | |
| 2440 | 1 | |
| 2352 | 1 | |
| 2349 | 1 | |
| 2346 | 1 | |
| 2302 | 2 | |
| 2283 | 1 | |
| 2279 | 1 |
Seniority
Real number (ℝ≥0)
| Distinct | 662 |
|---|---|
| Distinct (%) | 29.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108.1501279 |
| Minimum | 96.36666667 |
|---|---|
| Maximum | 119.6666667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 96.36666667 |
|---|---|
| 5-th percentile | 97.63333333 |
| Q1 | 102.3666667 |
| median | 108.2 |
| Q3 | 114 |
| 95-th percentile | 118.6 |
| Maximum | 119.6666667 |
| Range | 23.3 |
| Interquartile range (IQR) | 11.63333333 |
Descriptive statistics
| Standard deviation | 6.749290903 |
|---|---|
| Coefficient of variation (CV) | 0.06240668442 |
| Kurtosis | -1.20056394 |
| Mean | 108.1501279 |
| Median Absolute Deviation (MAD) | 5.8 |
| Skewness | -0.01666424152 |
| Sum | 239552.5333 |
| Variance | 45.55292769 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 118.6 | 12 | 0.5% |
| 118.2 | 11 | 0.5% |
| 113.0333333 | 11 | 0.5% |
| 97.96666667 | 11 | 0.5% |
| 106.8 | 10 | 0.5% |
| 97.63333333 | 10 | 0.5% |
| 99.2 | 9 | 0.4% |
| 114.4666667 | 9 | 0.4% |
| 99.63333333 | 9 | 0.4% |
| 116.6333333 | 9 | 0.4% |
| Other values (652) | 2114 |
| Value | Count | Frequency (%) |
| 96.36666667 | 2 | 0.1% |
| 96.4 | 3 | |
| 96.43333333 | 3 | |
| 96.46666667 | 4 | |
| 96.5 | 5 | |
| 96.53333333 | 2 | 0.1% |
| 96.56666667 | 2 | 0.1% |
| 96.6 | 5 | |
| 96.63333333 | 2 | 0.1% |
| 96.66666667 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 119.6666667 | 1 | < 0.1% |
| 119.6333333 | 1 | < 0.1% |
| 119.6 | 4 | |
| 119.5666667 | 3 | |
| 119.5333333 | 5 | |
| 119.5 | 4 | |
| 119.4666667 | 1 | < 0.1% |
| 119.4333333 | 3 | |
| 119.4 | 4 | |
| 119.3666667 | 7 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| Has child | |
|---|---|
| No child |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.714221219 |
| Min length | 8 |
Characters and Unicode
| Total characters | 19302 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No child |
|---|---|
| 2nd row | Has child |
| 3rd row | No child |
| 4th row | Has child |
| 5th row | Has child |
Common Values
| Value | Count | Frequency (%) |
| Has child | 1582 | |
| No child | 633 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| child | 2215 | |
| has | 1582 | |
| no | 633 | 14.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2215 | ||
| c | 2215 | |
| h | 2215 | |
| i | 2215 | |
| l | 2215 | |
| d | 2215 | |
| H | 1582 | |
| a | 1582 | |
| s | 1582 | |
| N | 633 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14872 | |
| Space Separator | 2215 | 11.5% |
| Uppercase Letter | 2215 | 11.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 2215 | |
| h | 2215 | |
| i | 2215 | |
| l | 2215 | |
| d | 2215 | |
| a | 1582 | |
| s | 1582 | |
| o | 633 | 4.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 1582 | |
| N | 633 |
Space Separator
| Value | Count | Frequency (%) |
| 2215 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 17087 | |
| Common | 2215 | 11.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 2215 | |
| h | 2215 | |
| i | 2215 | |
| l | 2215 | |
| d | 2215 | |
| H | 1582 | |
| a | 1582 | |
| s | 1582 | |
| N | 633 | 3.7% |
| o | 633 | 3.7% |
Common
| Value | Count | Frequency (%) |
| 2215 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19302 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2215 | ||
| c | 2215 | |
| h | 2215 | |
| i | 2215 | |
| l | 2215 | |
| d | 2215 | |
| H | 1582 | |
| a | 1582 | |
| s | 1582 | |
| N | 633 | 3.3% |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 1 child | |
|---|---|
| No child | |
| 2 children | |
| 3 children | 50 |
Length
| Max length | 10 |
|---|---|
| Median length | 7 |
| Mean length | 7.916930023 |
| Min length | 7 |
Characters and Unicode
| Total characters | 17536 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No child |
|---|---|
| 2nd row | 2 children |
| 3rd row | No child |
| 4th row | 1 child |
| 5th row | 1 child |
Common Values
| Value | Count | Frequency (%) |
| 1 child | 1116 | |
| No child | 633 | |
| 2 children | 416 | 18.8% |
| 3 children | 50 | 2.3% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| child | 1749 | |
| 1 | 1116 | |
| no | 633 | 14.3% |
| children | 466 | 10.5% |
| 2 | 416 | 9.4% |
| 3 | 50 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2215 | ||
| c | 2215 | |
| h | 2215 | |
| i | 2215 | |
| l | 2215 | |
| d | 2215 | |
| 1 | 1116 | |
| N | 633 | 3.6% |
| o | 633 | 3.6% |
| r | 466 | 2.7% |
| Other values (4) | 1398 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13106 | |
| Space Separator | 2215 | 12.6% |
| Decimal Number | 1582 | 9.0% |
| Uppercase Letter | 633 | 3.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 2215 | |
| h | 2215 | |
| i | 2215 | |
| l | 2215 | |
| d | 2215 | |
| o | 633 | 4.8% |
| r | 466 | 3.6% |
| e | 466 | 3.6% |
| n | 466 | 3.6% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1116 | |
| 2 | 416 | 26.3% |
| 3 | 50 | 3.2% |
Space Separator
| Value | Count | Frequency (%) |
| 2215 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 633 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 13739 | |
| Common | 3797 | 21.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 2215 | |
| h | 2215 | |
| i | 2215 | |
| l | 2215 | |
| d | 2215 | |
| N | 633 | 4.6% |
| o | 633 | 4.6% |
| r | 466 | 3.4% |
| e | 466 | 3.4% |
| n | 466 | 3.4% |
Common
| Value | Count | Frequency (%) |
| 2215 | ||
| 1 | 1116 | |
| 2 | 416 | 11.0% |
| 3 | 50 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17536 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2215 | ||
| c | 2215 | |
| h | 2215 | |
| i | 2215 | |
| l | 2215 | |
| d | 2215 | |
| 1 | 1116 | |
| N | 633 | 3.6% |
| o | 633 | 3.6% |
| r | 466 | 2.7% |
| Other values (4) | 1398 |
| Distinct | 776 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 305.2252822 |
| Minimum | 0 |
|---|---|
| Maximum | 1493 |
| Zeros | 13 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 24 |
| median | 175 |
| Q3 | 505 |
| 95-th percentile | 1000.3 |
| Maximum | 1493 |
| Range | 1493 |
| Interquartile range (IQR) | 481 |
Descriptive statistics
| Standard deviation | 337.34538 |
|---|---|
| Coefficient of variation (CV) | 1.105234067 |
| Kurtosis | 0.5814930267 |
| Mean | 305.2252822 |
| Median Absolute Deviation (MAD) | 166 |
| Skewness | 1.170183337 |
| Sum | 676074 |
| Variance | 113801.9054 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 42 | 1.9% |
| 1 | 37 | 1.7% |
| 6 | 37 | 1.7% |
| 5 | 37 | 1.7% |
| 4 | 33 | 1.5% |
| 8 | 30 | 1.4% |
| 3 | 30 | 1.4% |
| 9 | 27 | 1.2% |
| 12 | 25 | 1.1% |
| 14 | 24 | 1.1% |
| Other values (766) | 1893 |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.6% |
| 1 | 37 | |
| 2 | 42 | |
| 3 | 30 | |
| 4 | 33 | |
| 5 | 37 | |
| 6 | 37 | |
| 7 | 21 | |
| 8 | 30 | |
| 9 | 27 |
| Value | Count | Frequency (%) |
| 1493 | 1 | |
| 1492 | 2 | |
| 1486 | 1 | |
| 1478 | 2 | |
| 1462 | 1 | |
| 1459 | 1 | |
| 1449 | 1 | |
| 1396 | 1 | |
| 1394 | 1 | |
| 1379 | 1 |
| Distinct | 158 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.36162528 |
| Minimum | 0 |
|---|---|
| Maximum | 199 |
| Zeros | 395 |
| Zeros (%) | 17.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 122.3 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 39.80203575 |
|---|---|
| Coefficient of variation (CV) | 1.509847565 |
| Kurtosis | 4.05033202 |
| Mean | 26.36162528 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.100913856 |
| Sum | 58391 |
| Variance | 1584.20205 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 395 | 17.8% |
| 1 | 158 | 7.1% |
| 2 | 119 | 5.4% |
| 3 | 114 | 5.1% |
| 4 | 103 | 4.7% |
| 7 | 67 | 3.0% |
| 5 | 62 | 2.8% |
| 6 | 62 | 2.8% |
| 12 | 50 | 2.3% |
| 8 | 48 | 2.2% |
| Other values (148) | 1037 |
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 158 | 7.1% |
| 2 | 119 | 5.4% |
| 3 | 114 | 5.1% |
| 4 | 103 | 4.7% |
| 5 | 62 | 2.8% |
| 6 | 62 | 2.8% |
| 7 | 67 | 3.0% |
| 8 | 48 | 2.2% |
| 9 | 35 | 1.6% |
| Value | Count | Frequency (%) |
| 199 | 2 | |
| 197 | 1 | < 0.1% |
| 194 | 3 | |
| 193 | 2 | |
| 190 | 1 | < 0.1% |
| 189 | 1 | < 0.1% |
| 185 | 2 | |
| 184 | 1 | < 0.1% |
| 183 | 3 | |
| 181 | 1 | < 0.1% |
| Distinct | 554 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167.0632054 |
| Minimum | 0 |
|---|---|
| Maximum | 1725 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 16 |
| median | 68 |
| Q3 | 232.5 |
| 95-th percentile | 687.6 |
| Maximum | 1725 |
| Range | 1725 |
| Interquartile range (IQR) | 216.5 |
Descriptive statistics
| Standard deviation | 224.3115586 |
|---|---|
| Coefficient of variation (CV) | 1.342674816 |
| Kurtosis | 5.052536556 |
| Mean | 167.0632054 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 2.024958032 |
| Sum | 370045 |
| Variance | 50315.67532 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 53 | 2.4% |
| 5 | 50 | 2.3% |
| 11 | 49 | 2.2% |
| 8 | 45 | 2.0% |
| 6 | 42 | 1.9% |
| 10 | 40 | 1.8% |
| 3 | 39 | 1.8% |
| 9 | 37 | 1.7% |
| 16 | 35 | 1.6% |
| 12 | 34 | 1.5% |
| Other values (544) | 1791 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 14 | 0.6% |
| 2 | 30 | |
| 3 | 39 | |
| 4 | 30 | |
| 5 | 50 | |
| 6 | 42 | |
| 7 | 53 | |
| 8 | 45 | |
| 9 | 37 |
| Value | Count | Frequency (%) |
| 1725 | 2 | |
| 1622 | 1 | |
| 1582 | 1 | |
| 984 | 1 | |
| 981 | 1 | |
| 974 | 1 | |
| 968 | 1 | |
| 961 | 1 | |
| 951 | 2 | |
| 946 | 1 |
| Distinct | 182 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.6510158 |
| Minimum | 0 |
|---|---|
| Maximum | 259 |
| Zeros | 379 |
| Zeros (%) | 17.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 12 |
| Q3 | 50 |
| 95-th percentile | 169 |
| Maximum | 259 |
| Range | 259 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 54.76082196 |
|---|---|
| Coefficient of variation (CV) | 1.454431462 |
| Kurtosis | 3.073430873 |
| Mean | 37.6510158 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.915655483 |
| Sum | 83397 |
| Variance | 2998.747622 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 379 | 17.1% |
| 2 | 152 | 6.9% |
| 3 | 128 | 5.8% |
| 4 | 108 | 4.9% |
| 6 | 81 | 3.7% |
| 7 | 66 | 3.0% |
| 8 | 57 | 2.6% |
| 10 | 54 | 2.4% |
| 13 | 48 | 2.2% |
| 11 | 46 | 2.1% |
| Other values (172) | 1096 |
| Value | Count | Frequency (%) |
| 0 | 379 | |
| 1 | 10 | 0.5% |
| 2 | 152 | |
| 3 | 128 | 5.8% |
| 4 | 108 | 4.9% |
| 5 | 1 | < 0.1% |
| 6 | 81 | 3.7% |
| 7 | 66 | 3.0% |
| 8 | 57 | 2.6% |
| 10 | 54 | 2.4% |
| Value | Count | Frequency (%) |
| 259 | 1 | < 0.1% |
| 258 | 3 | |
| 254 | 1 | < 0.1% |
| 253 | 1 | < 0.1% |
| 250 | 3 | |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 242 | 1 | < 0.1% |
| 240 | 2 | |
| 237 | 2 |
| Distinct | 176 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.04063205 |
| Minimum | 0 |
|---|---|
| Maximum | 262 |
| Zeros | 413 |
| Zeros (%) | 18.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 125.3 |
| Maximum | 262 |
| Range | 262 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 41.07759388 |
|---|---|
| Coefficient of variation (CV) | 1.519106277 |
| Kurtosis | 4.103032656 |
| Mean | 27.04063205 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.102681943 |
| Sum | 59895 |
| Variance | 1687.368719 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 413 | 18.6% |
| 1 | 160 | 7.2% |
| 2 | 123 | 5.6% |
| 3 | 101 | 4.6% |
| 4 | 80 | 3.6% |
| 5 | 65 | 2.9% |
| 6 | 63 | 2.8% |
| 7 | 57 | 2.6% |
| 8 | 56 | 2.5% |
| 12 | 45 | 2.0% |
| Other values (166) | 1052 |
| Value | Count | Frequency (%) |
| 0 | 413 | |
| 1 | 160 | 7.2% |
| 2 | 123 | 5.6% |
| 3 | 101 | 4.6% |
| 4 | 80 | 3.6% |
| 5 | 65 | 2.9% |
| 6 | 63 | 2.8% |
| 7 | 57 | 2.6% |
| 8 | 56 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 262 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 197 | 1 | < 0.1% |
| 196 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
| 194 | 3 | |
| 192 | 3 | |
| 191 | 1 | < 0.1% |
| 189 | 2 | |
| 188 | 1 | < 0.1% |
| Distinct | 212 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.97968397 |
| Minimum | 0 |
|---|---|
| Maximum | 321 |
| Zeros | 61 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 25 |
| Q3 | 56 |
| 95-th percentile | 165.3 |
| Maximum | 321 |
| Range | 321 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 51.82266024 |
|---|---|
| Coefficient of variation (CV) | 1.178331801 |
| Kurtosis | 3.153566099 |
| Mean | 43.97968397 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 1.838560604 |
| Sum | 97415 |
| Variance | 2685.588115 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 71 | 3.2% |
| 4 | 69 | 3.1% |
| 3 | 68 | 3.1% |
| 5 | 63 | 2.8% |
| 12 | 62 | 2.8% |
| 2 | 62 | 2.8% |
| 0 | 61 | 2.8% |
| 6 | 55 | 2.5% |
| 7 | 52 | 2.3% |
| 10 | 49 | 2.2% |
| Other values (202) | 1603 |
| Value | Count | Frequency (%) |
| 0 | 61 | |
| 1 | 71 | |
| 2 | 62 | |
| 3 | 68 | |
| 4 | 69 | |
| 5 | 63 | |
| 6 | 55 | |
| 7 | 52 | |
| 8 | 40 | |
| 9 | 43 |
| Value | Count | Frequency (%) |
| 321 | 1 | < 0.1% |
| 291 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 249 | 1 | < 0.1% |
| 248 | 1 | < 0.1% |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 245 | 1 | < 0.1% |
| 242 | 2 | 0.1% |
| 241 | 6 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Age | Education | Marital_Status | Income | Spending | Seniority | Has_child | Children | Wines | Fruits | Meat | Fish | Sweets | Gold | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 65 | Postgraduate | Alone | 58138.0 | 1617 | 118.466667 | No child | No child | 635 | 88 | 546 | 172 | 88 | 88 |
| 1 | 1 | 68 | Postgraduate | Alone | 46344.0 | 27 | 100.133333 | Has child | 2 children | 11 | 1 | 6 | 2 | 1 | 6 |
| 2 | 2 | 57 | Postgraduate | In couple | 71613.0 | 776 | 106.766667 | No child | No child | 426 | 49 | 127 | 111 | 21 | 42 |
| 3 | 3 | 38 | Postgraduate | In couple | 26646.0 | 53 | 101.000000 | Has child | 1 child | 11 | 4 | 20 | 10 | 3 | 5 |
| 4 | 4 | 41 | Postgraduate | In couple | 58293.0 | 422 | 101.733333 | Has child | 1 child | 173 | 43 | 118 | 46 | 27 | 15 |
| 5 | 5 | 55 | Postgraduate | In couple | 62513.0 | 716 | 106.133333 | Has child | 1 child | 520 | 42 | 98 | 0 | 42 | 14 |
| 6 | 6 | 51 | Postgraduate | Alone | 55635.0 | 590 | 116.133333 | Has child | 1 child | 235 | 65 | 164 | 50 | 49 | 27 |
| 7 | 7 | 37 | Postgraduate | In couple | 33454.0 | 169 | 110.266667 | Has child | 1 child | 76 | 10 | 56 | 3 | 1 | 23 |
| 8 | 8 | 48 | Postgraduate | In couple | 30351.0 | 46 | 109.300000 | Has child | 1 child | 14 | 0 | 24 | 3 | 3 | 2 |
| 9 | 9 | 72 | Postgraduate | In couple | 5648.0 | 49 | 99.966667 | Has child | 2 children | 28 | 0 | 6 | 1 | 1 | 13 |
Last rows
| df_index | Age | Education | Marital_Status | Income | Spending | Seniority | Has_child | Children | Wines | Fruits | Meat | Fish | Sweets | Gold | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2205 | 2229 | 50 | Postgraduate | In couple | 24434.0 | 50 | 97.766667 | Has child | 2 children | 3 | 2 | 8 | 20 | 0 | 17 |
| 2206 | 2230 | 38 | Postgraduate | Alone | 11012.0 | 84 | 112.033333 | Has child | 1 child | 24 | 3 | 26 | 7 | 1 | 23 |
| 2207 | 2231 | 52 | Postgraduate | Alone | 44802.0 | 1049 | 118.933333 | No child | No child | 853 | 10 | 143 | 13 | 10 | 20 |
| 2208 | 2232 | 36 | Postgraduate | Alone | 26816.0 | 22 | 119.066667 | No child | No child | 5 | 1 | 6 | 3 | 4 | 3 |
| 2209 | 2234 | 48 | Postgraduate | In couple | 34421.0 | 30 | 108.466667 | Has child | 1 child | 3 | 3 | 7 | 6 | 2 | 9 |
| 2210 | 2235 | 55 | Postgraduate | In couple | 61223.0 | 1341 | 109.066667 | Has child | 1 child | 709 | 43 | 182 | 42 | 118 | 247 |
| 2211 | 2236 | 76 | Postgraduate | In couple | 64014.0 | 444 | 97.000000 | Has child | 3 children | 406 | 0 | 30 | 0 | 0 | 8 |
| 2212 | 2237 | 41 | Postgraduate | Alone | 56981.0 | 1241 | 101.533333 | No child | No child | 908 | 48 | 217 | 32 | 12 | 24 |
| 2213 | 2238 | 66 | Postgraduate | In couple | 69245.0 | 843 | 101.566667 | Has child | 1 child | 428 | 30 | 214 | 80 | 30 | 61 |
| 2214 | 2239 | 68 | Postgraduate | In couple | 52869.0 | 172 | 117.100000 | Has child | 2 children | 84 | 3 | 61 | 2 | 1 | 21 |